{"id":"W2104890443","doi":"10.1016/s0140-6736(13)62028-0","title":"Embracing a new era in cervical cancer screening","year":2013,"lang":"en","type":"letter","venue":"The Lancet","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Papanicolaou stain; Cervical cancer; Incidence (geometry); Pap test; Cervical cancer screening; Gynecology; Cervical screening; Cancer; Cancer screening; Cytology; Obstetrics; Oncology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01256913,0.001466005,0.002443146,0.001336235,0.008301124,0.009569174,0.004468231,0.1638613,0.01312819],"category_scores_gemma":[0.06193046,0.001455097,0.002556106,0.001339245,0.01131889,0.01346496,0.006330515,0.09857463,0.006291801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154995,"about_ca_system_score_gemma":0.01941288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02313422,"about_ca_topic_score_gemma":0.04225484,"domain_scores_codex":[0.9836332,0.005011082,0.001365532,0.001562694,0.005785983,0.002641461],"domain_scores_gemma":[0.9640572,0.02035275,0.002000786,0.0009323581,0.004617438,0.008039393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000712645,0.00004546388,0.0003195794,0.0001470164,0.00002181289,0.0007902684,0.0002290977,0.00005164227,0.0002518105,0.006667683,0.9814733,0.009931082],"study_design_scores_gemma":[0.0002329785,0.00009417781,0.0007622022,0.0007377505,0.00005350903,0.000763645,0.0007588437,0.0002909758,0.0002003178,0.01771438,0.9782864,0.0001048253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007005055,0.001599814,0.00004462181,0.9844743,0.01261258,0.00000491262,0.00001319535,0.000008318357,0.001172187],"genre_scores_gemma":[0.0008009928,0.0007800533,0.00008193335,0.9745412,0.0213973,0.00001449172,0.000005752575,0.000009862161,0.002368449],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1638613,"threshold_uncertainty_score":0.08380115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09440034914328893,"score_gpt":0.3684772894876635,"score_spread":0.2740769403443745,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}